Genetic architecture of plasma metabolome in 254,825 individuals

Y Yi-Xuan Qiang Y Yi-Xuan Wang X Xiao-Yu He Y Yue-Ting Deng (Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, Fudan University) Y Yi-Jun Ge B Bang-Sheng Wu (Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, Fudan University) Y You Jia J Jian-Feng Feng (Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University) W Wei Cheng J Jin-Tai Yu (Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, Fudan University)

Abstract

Abstract Circulating metabolites are crucial to biological processes underlying health and diseases, yet their genetic determinants remain incompletely understood. Here, we investigate the genetic architecture of nuclear magnetic resonance-based metabolomics, analyzing 249 metabolic measures and 64 biologically plausible ratios in 254,825 participants. We conduct a genome-wide association study (GWAS) identifying 24,438 independent variant-metabolite associations across 427 loci, with effect sizes highly concordant with 19 previous studies. Fine-mapping pinpoints 3610 putative causal associations, 785 of which are novel. Additionally, we utilize whole exome sequencing data and uncover 2948 gene-metabolite associations through aggregate testing, underscoring the importance of rare coding variants overlooked in GWAS. Integrating our findings with disease genetics reveals potential causal associations, such as between acetate levels and the risk of atrial fibrillation and flutter. Collectively, this study delineates the complex genetic architecture of the plasma metabolome, offering a valuable resource for future investigations into disease mechanisms and therapeutic strategies.

Article Details

Volume / Issue Vol. 16, Issue 1
Published September 19, 2025
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (10)

Y

Yi-Xuan Qiang

Y

Yi-Xuan Wang

X

Xiao-Yu He

Y

Yue-Ting Deng

Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, Fudan University

Y

Yi-Jun Ge

B

Bang-Sheng Wu

Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, Fudan University

Y

You Jia

J

Jian-Feng Feng

Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University

W

Wei Cheng

J

Jin-Tai Yu

Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, Fudan University